{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Node2Vec with weighted random walks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "This notebook illustrates how `Node2Vec` [[1]](#refs) can be applied to learn low dimensional node embeddings of an edge weighted graph through *__weighted biased random walks__* over the graph. \n",
    "\n",
    "Specifically, the notebook demonstrates:\n",
    "1. Learning node embeddings using  [Word2Vec](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf) algorithm applied to a set of weighted biased random walks performed over a graph.\n",
    "2. Visualizing the node embeddings in 2-D using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm.\n",
    "3. Demonstrating how the node embeddings calculated using Word2Vec can be used as feature vectors in a downstream task such as node classification. \n",
    "4. Comparing node embeddings learnt from \"unweighted Node2Vec\" with \"weighted Node2Vec\" visually as well as in terms of accuracy of node classification task over the same underlying graph. \n",
    "5. Lastly, performing a quick check of equivalency of weighted biased random walks to unweighted biased random walks when all edge weights are identically 1.\n",
    "\n",
    "The example uses components from the `stellargraph`, `Gensim`, and `scikit-learn` libraries.\n",
    "\n",
    "**Note:** For clarity of exposition, this notebook forgoes the use of standard machine learning practices such as `Node2Vec` parameter tuning, node feature standarization, data splitting that handles class imbalance, classifier selection, and classifier tuning to maximize predictive accuracy. We leave such improvements to the reader.\n",
    "\n",
    "<a name=\"refs\"></a>\n",
    "### References\n",
    "\n",
    "[1] Node2Vec: Scalable Feature Learning for Networks. A. Grover, J. Leskovec. ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), 2016. ([link](https://snap.stanford.edu/node2vec/))\n",
    "\n",
    "[2] Distributed representations of words and phrases and their compositionality. T. Mikolov, I. Sutskever, K. Chen, G. S. Corrado, and J. Dean.  In Advances in Neural Information Processing Systems (NIPS), pp. 3111-3119, 2013. ([link](https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf))\n",
    "\n",
    "[3] Gensim: Topic modelling for humans. ([link](https://radimrehurek.com/gensim/))\n",
    "\n",
    "[4] scikit-learn: Machine Learning in Python ([link](http://scikit-learn.org/stable/))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics.pairwise import pairwise_distances\n",
    "from sklearn import preprocessing\n",
    "\n",
    "import os\n",
    "import networkx as nx\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from stellargraph.data import BiasedRandomWalk\n",
    "from stellargraph import StellarGraph\n",
    "\n",
    "from gensim.models import Word2Vec\n",
    "\n",
    "import warnings \n",
    "import collections\n",
    "from stellargraph import datasets\n",
    "from IPython.display import display, HTML\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "The Cora dataset consists of 2708 scientific publications classified into one of seven classes. The citation network consists of 5429 links. Each publication in the dataset is described by a 0/1-valued word vector indicating the absence/presence of the corresponding word from the dictionary. The dictionary consists of 1433 unique words."
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dataset = datasets.Cora()\n",
    "display(HTML(dataset.description))\n",
    "dataset.download()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Largest subgraph statistics: 2485 nodes, 5069 edges\n"
     ]
    }
   ],
   "source": [
    "# load edges in order 'cited-paper' <- 'citing-paper'\n",
    "cora_location = os.path.join(dataset.data_directory, \"cora.cites\")\n",
    "g_nx_wt = nx.read_weighted_edgelist(\n",
    "    path=cora_location, create_using=nx.DiGraph()\n",
    ").reverse()\n",
    "\n",
    "# convert to undirected graph\n",
    "g_nx_wt = g_nx_wt.to_undirected()\n",
    "\n",
    "# load the node attribute data\n",
    "cora_data_location = os.path.join(dataset.data_directory, \"cora.content\")\n",
    "node_attr = pd.read_csv(cora_data_location, sep=\"\\t\", header=None)\n",
    "values = {str(row.tolist()[0]): row.tolist()[-1] for _, row in node_attr.iterrows()}\n",
    "nx.set_node_attributes(g_nx_wt, values, \"subject\")\n",
    "\n",
    "# Select the largest connected component. For clarity we ignore isolated\n",
    "# nodes and subgraphs; having these in the data does not prevent the\n",
    "# algorithm from running and producing valid results.\n",
    "largest_cc = max(nx.connected_components(g_nx_wt), key=len)\n",
    "g_nx_wt = g_nx_wt.subgraph(largest_cc).copy()\n",
    "print(\n",
    "    \"Largest subgraph statistics: {} nodes, {} edges\".format(\n",
    "        g_nx_wt.number_of_nodes(), g_nx_wt.number_of_edges()\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Add weights to the edges \n",
    "For weighted biased random walks the underlying graph should have weights over the edges. Since the links in the Cora dataset are unweighted, we need to synthetically add weights to the links in the graph. One possibility is to weight each edge by the similarity of its end nodes. Here we assign the Jaccard similarity of the features of the pair of nodes as the weight of edge."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = node_attr.copy()\n",
    "df.set_index(0, inplace=True)\n",
    "papers = df.index\n",
    "## calculating the paiwise jaccard similarity between each pair of nodes.\n",
    "with warnings.catch_warnings():\n",
    "    warnings.simplefilter(\"ignore\")\n",
    "    wts = pd.DataFrame(\n",
    "        1 - pairwise_distances(df.iloc[:, :-1].values, metric=\"jaccard\"),\n",
    "        index=papers,\n",
    "        columns=papers,\n",
    "    )\n",
    "    wts.index = wts.index.map(str)\n",
    "    wts.columns = wts.columns.map(str)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Append the weight attribute to the edges. Note, here we use the word 'weight' to label the weight value over the edge but it can be any other user specified label. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "for u, v in g_nx_wt.edges():\n",
    "    val = wts[u][v]\n",
    "    g_nx_wt[u][v][\"weight\"] = val"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Just a quick look at the weights of the edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wts = list()\n",
    "for u, v in g_nx_wt.edges():\n",
    "    wts.append(g_nx_wt[u][v][\"weight\"])\n",
    "wts = sorted(wts, reverse=True)\n",
    "edgeCount = collections.Counter(wts)\n",
    "wt, cnt = zip(*edgeCount.items())\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.bar(wt, cnt, width=0.005, color=\"b\")\n",
    "plt.title(\"Edge weights histogram\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xlabel(\"edge weights\")\n",
    "plt.xticks(np.linspace(0, 1, 10))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above distribution of edge weights illustrates that majority of linked nodes are insignificantly similar in terms of their attributes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The Node2Vec algorithm\n",
    "\n",
    "The Node2Vec algorithm is a method for learning continuous feature respresentations for nodes in networks [[1]](#refs). This approach can simply be described as a mapping of nodes to a low dimensional space of features that maximizes the likelihood of preservering neighborhood sgrtucture of the nodes. This approach is not tied to a fixed definition of neighborhood of a node but can be used in conjunction with different notions of node neighborhood, such as, homophily or structural equivalence, among other concepts.  The algorithm efficiently explores diverse neighborhoods of nodes through a biased random walk procedure that is parametrized to emulate a specific concept of the neighborhood of a node. \n",
    "\n",
    "Once a pre-defined number of walks, of fixed lengths, have been sampled, the low dimension embedding vectors of nodes can be learnt using `Word2vec` algorithm [[2]](#refs). We use the Word2Vec implementation in the free Python library `Gensim` [[3]](#refs) to learn representations for each node in the graph."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Corpus generation using random walks\n",
    "\n",
    "The stellargraph library provides an implementation of random walks that can be unweighted or weighted as required by Node2Vec. The random walks have a pre-defined fixed maximum length and are controlled by three parameters `p`, `q`,  and `weight`. By default, the weight over the edges is assumed to be 1. See [[1]](#refs) for a detailed description of these parameters. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Weighted random walks\n",
    "The first step for the weighted biased random walk is to build a random walk object by passing it a Stellargraph object. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The next step is to sample a set of random walks of pre-defined length starting from each node of the graph. Parameters `p`, `q`, and `weighted` influence the type of random walks in the procedure. In this demo, we are going to start 10 random walks from each node in the graph with a length up to 100. We set parameter `p` to 0.5 and `q` to 2.0 and the weight parameter set to True. The `run` method in the random walk will check if the weights over the edges are available and resolve other issues, such as, whether the weights are numeric and that their is no ambiguity of edge traversal (i.e. each pair of node is connected by a unique mnumerically weighted edge)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of random walks: 24850\n"
     ]
    }
   ],
   "source": [
    "weighted_walks = rw.run(\n",
    "    nodes=g_nx_wt.nodes(),  # root nodes\n",
    "    length=100,  # maximum length of a random walk\n",
    "    n=10,  # number of random walks per root node\n",
    "    p=0.5,  # Defines (unormalised) probability, 1/p, of returning to source node\n",
    "    q=2.0,  # Defines (unormalised) probability, 1/q, for moving away from source node\n",
    "    weighted=True,  # for weighted random walks\n",
    "    seed=42,  # random seed fixed for reproducibility\n",
    ")\n",
    "print(\"Number of random walks: {}\".format(len(weighted_walks)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Representation Learning using Word2Vec\n",
    "\n",
    "Once we have a sample set of walks, we learn the low-dimensional embedding of nodes using Word2Vec approach.\n",
    "We set the dimensionality of the learned embedding vectors to 128 as in [[1]](#refs)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "weighted_model = Word2Vec(\n",
    "    weighted_walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128,)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The embedding vectors can be retrieved from model.wv using the node ID as key.\n",
    "# E.g., for node id '19231', the embedding vector is retrieved as\n",
    "emb = weighted_model.wv[\"19231\"]\n",
    "emb.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualise Node Embeddings generated by weighted  random walks\n",
    "\n",
    "We retrieve the `Word2Vec` node embeddings that are 128-dimensional vectors and then we project them down to 2 dimensions using the [t-SNE](http://scikit-learn.org/stable/modules/generated/sklearn.manifold.TSNE.html) algorithm for visualization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Retrieve node embeddings and corresponding subjects\n",
    "node_ids = weighted_model.wv.index2word  # list of node IDs\n",
    "weighted_node_embeddings = (\n",
    "    weighted_model.wv.vectors\n",
    ")  # numpy.ndarray of size number of nodes times embeddings dimensionality\n",
    "node_targets = [g_nx_wt.nodes[node_id][\"subject\"] for node_id in node_ids]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply t-SNE transformation on node embeddings\n",
    "tsne = TSNE(n_components=2, random_state=42)\n",
    "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the embeddings generated from weighted random walks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# draw the points\n",
    "alpha = 0.7\n",
    "label_map = {l: i for i, l in enumerate(np.unique(node_targets))}\n",
    "node_colours = [label_map[target] for target in node_targets]\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.scatter(\n",
    "    weighted_node_embeddings_2d[:, 0],\n",
    "    weighted_node_embeddings_2d[:, 1],\n",
    "    c=node_colours,\n",
    "    cmap=\"jet\",\n",
    "    alpha=0.7,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Downstream task\n",
    "\n",
    "The node embeddings calculated using `Word2Vec` can be used as feature vectors in a downstream task such as node classification. Here we give an example of training a logistic regression classifier using the node embeddings, learnt above, as features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# X will hold the 128-dimensional input features\n",
    "X = weighted_node_embeddings\n",
    "# y holds the corresponding target values\n",
    "y = np.array(node_targets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Train and Test split\n",
    "We use 75% of the data for training and the remaining 25% for testing as a hold out test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Array shapes:\n",
      " X_train = (1863, 128)\n",
      " y_train = (1863,)\n",
      " X_test = (622, 128)\n",
      " y_test = (622,)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, train_size=0.75, test_size=None, random_state=42\n",
    ")\n",
    "print(\n",
    "    \"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(\n",
    "        X_train.shape, y_train.shape, X_test.shape, y_test.shape\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Classifier Training\n",
    "\n",
    "We train a Logistic Regression classifier on the training data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n",
       "                     fit_intercept=True, intercept_scaling=1.0, l1_ratios=None,\n",
       "                     max_iter=1000, multi_class='ovr', n_jobs=None,\n",
       "                     penalty='l2', random_state=5434, refit=True,\n",
       "                     scoring='accuracy', solver='lbfgs', tol=0.001,\n",
       "                     verbose=False)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = LogisticRegressionCV(\n",
    "    Cs=10,\n",
    "    cv=10,\n",
    "    tol=0.001,\n",
    "    max_iter=1000,\n",
    "    scoring=\"accuracy\",\n",
    "    verbose=False,\n",
    "    multi_class=\"ovr\",\n",
    "    random_state=5434,\n",
    ")\n",
    "clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predict the hold out test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the accuracy of the classifier on the test set."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.792604501607717"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparison to weighted and unnweighted biased random walks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets compare weighted random walks with unweighted random walks. This simply requires toggling the weight parameter to False in the `run` method of the BiasedRandomWalk. Note, the weight parameter is by default set to False, hence, not specifying the weight parameter would result in the same action. \n",
    "\n",
    "#### Step 1: performing unweighted walks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of random walks: 24850\n"
     ]
    }
   ],
   "source": [
    "walks = rw.run(\n",
    "    nodes=g_nx_wt.nodes(),  # root nodes\n",
    "    length=100,  # maximum length of a random walk\n",
    "    n=10,  # number of random walks per root node\n",
    "    p=0.5,  # Defines (unormalised) probability, 1/p, of returning to source node\n",
    "    q=2.0,  # Defines (unormalised) probability, 1/q, for moving away from source node\n",
    "    weighted=False,  # since we are interested in unweighted walks\n",
    "    seed=42,  # for reproducibility\n",
    ")\n",
    "print(\"Number of random walks: {}\".format(len(walks)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 2: learning node embeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = Word2Vec(walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the embeddings generated from unweighted random walks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Retrieve node embeddings and corresponding subjects\n",
    "node_ids = model.wv.index2word  # list of node IDs\n",
    "node_embeddings = (\n",
    "    model.wv.vectors\n",
    ")  # numpy.ndarray of size number of nodes times embeddings dimensionality\n",
    "node_targets = [g_nx_wt.nodes[node_id][\"subject\"] for node_id in node_ids]\n",
    "\n",
    "# Apply t-SNE transformation on node embeddings\n",
    "tsne = TSNE(n_components=2, random_state=42)\n",
    "node_embeddings_2d = tsne.fit_transform(node_embeddings)\n",
    "\n",
    "# draw the points\n",
    "alpha = 0.7\n",
    "label_map = {l: i for i, l in enumerate(np.unique(node_targets))}\n",
    "node_colours = [label_map[target] for target in node_targets]\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.scatter(\n",
    "    node_embeddings_2d[:, 0],\n",
    "    node_embeddings_2d[:, 1],\n",
    "    c=node_colours,\n",
    "    cmap=\"jet\",\n",
    "    alpha=0.7,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visual comparison of node embedding plots for weighted and unweighted random walks illustrates the differences betweem the two."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Using unweighted random walks to train classifiers to predict the subject of a paper in Cora."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Array shapes:\n",
      " X_train = (1863, 128)\n",
      " y_train = (1863,)\n",
      " X_test = (622, 128)\n",
      " y_test = (622,)\n"
     ]
    }
   ],
   "source": [
    "# X will hold the 128-dimensional input features\n",
    "X = node_embeddings\n",
    "# y holds the corresponding target values\n",
    "y = np.array(node_targets)\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, train_size=0.75, test_size=None, random_state=42\n",
    ")\n",
    "print(\n",
    "    \"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(\n",
    "        X_train.shape, y_train.shape, X_test.shape, y_test.shape\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n",
       "                     fit_intercept=True, intercept_scaling=1.0, l1_ratios=None,\n",
       "                     max_iter=1000, multi_class='ovr', n_jobs=None,\n",
       "                     penalty='l2', random_state=5434, refit=True,\n",
       "                     scoring='accuracy', solver='lbfgs', tol=0.01,\n",
       "                     verbose=False)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = LogisticRegressionCV(\n",
    "    Cs=10,\n",
    "    cv=10,\n",
    "    tol=0.01,\n",
    "    max_iter=1000,\n",
    "    scoring=\"accuracy\",\n",
    "    verbose=False,\n",
    "    multi_class=\"ovr\",\n",
    "    random_state=5434,\n",
    ")\n",
    "clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8456591639871383"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generally, the node embeddings extracted from unweighted random walks are more representative of the underlying community structure of the `Cora` dataset than the embeddings learnt from weighted random walks over the artificially weighted Cora network. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testing whether weights = 1 gives identical result to unweighted randomwalks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lastly, we perform a quick check of whether weighted biased random walks are identical to unweighted biased random walks when weights over the edges are identically 1. \n",
    "\n",
    "First, set weights of all edges in the graph to 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "for u, v in g_nx_wt.edges():\n",
    "    g_nx_wt[u][v][\"weight\"] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Quick check to confirm if all edge weights are actually 1."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wts = list()\n",
    "for u, v in g_nx_wt.edges():\n",
    "    wts.append(g_nx_wt[u][v][\"weight\"])\n",
    "wts = sorted(wts, reverse=True)\n",
    "edgeCount = collections.Counter(wts)\n",
    "wt, cnt = zip(*edgeCount.items())\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.bar(wt, cnt, width=0.005, color=\"b\")\n",
    "plt.title(\"Edge weights histogram\")\n",
    "plt.ylabel(\"Count\")\n",
    "plt.xlabel(\"edge weights\")\n",
    "plt.xticks(np.linspace(0, 1, 10))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 1: create the biased random walk object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "rw = BiasedRandomWalk(StellarGraph(g_nx_wt))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 2: sample random walks from the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of random walks: 24850\n"
     ]
    }
   ],
   "source": [
    "weighted_walks = rw.run(\n",
    "    nodes=g_nx_wt.nodes(),  # root nodes\n",
    "    length=100,  # maximum length of a random walk\n",
    "    n=10,  # number of random walks per root node\n",
    "    p=0.5,  # Defines (unormalised) probability, 1/p, of returning to source node\n",
    "    q=2.0,  # Defines (unormalised) probability, 1/q, for moving away from source node\n",
    "    weighted=True,  # indicates the walks are weighted\n",
    "    seed=42,  # seed fixed for reproducibility\n",
    ")\n",
    "print(\"Number of random walks: {}\".format(len(weighted_walks)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compare unweighted walks with weighted walks when all weights are uniformly set to 1. Note, the two sets should be identical given all other parameters and random seeds are fixed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "assert walks == weighted_walks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 3: learn node embeddings from the walks sampled above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "weighted_model = Word2Vec(\n",
    "    weighted_walks, size=128, window=5, min_count=0, sg=1, workers=1, iter=1\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot the embeddings in 2-D using t-SNE tranformation for visual comparison to the embeddings learnt from unweighted walks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Retrieve node embeddings and corresponding subjects\n",
    "node_ids = weighted_model.wv.index2word  # list of node IDs\n",
    "weighted_node_embeddings = (\n",
    "    weighted_model.wv.vectors\n",
    ")  # numpy.ndarray of size number of nodes times embeddings dimensionality\n",
    "node_targets = [g_nx_wt.nodes[node_id][\"subject\"] for node_id in node_ids]\n",
    "\n",
    "# Apply t-SNE transformation on node embeddings\n",
    "tsne = TSNE(n_components=2, random_state=42)\n",
    "weighted_node_embeddings_2d = tsne.fit_transform(weighted_node_embeddings)\n",
    "\n",
    "# draw the points\n",
    "alpha = 0.7\n",
    "label_map = {l: i for i, l in enumerate(np.unique(node_targets))}\n",
    "node_colours = [label_map[target] for target in node_targets]\n",
    "\n",
    "plt.figure(figsize=(10, 8))\n",
    "plt.scatter(\n",
    "    weighted_node_embeddings_2d[:, 0],\n",
    "    weighted_node_embeddings_2d[:, 1],\n",
    "    c=node_colours,\n",
    "    cmap=\"jet\",\n",
    "    alpha=0.7,\n",
    ")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Comparing the accuracy of node classification for weighted (weight ==1) and unweighted random walks.\n",
    "\n",
    "Compare classification of nodes through logistic regression on embeddings learnt from weighted (weight == 1) walks to that of unweighted walks demonstrated above. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Array shapes:\n",
      " X_train = (1863, 128)\n",
      " y_train = (1863,)\n",
      " X_test = (622, 128)\n",
      " y_test = (622,)\n"
     ]
    }
   ],
   "source": [
    "# X will hold the 128-dimensional input features\n",
    "X = weighted_node_embeddings\n",
    "# y holds the corresponding target values\n",
    "y = np.array(node_targets)\n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, train_size=0.75, test_size=None, random_state=42\n",
    ")\n",
    "print(\n",
    "    \"Array shapes:\\n X_train = {}\\n y_train = {}\\n X_test = {}\\n y_test = {}\".format(\n",
    "        X_train.shape, y_train.shape, X_test.shape, y_test.shape\n",
    "    )\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegressionCV(Cs=10, class_weight=None, cv=10, dual=False,\n",
       "                     fit_intercept=True, intercept_scaling=1.0, l1_ratios=None,\n",
       "                     max_iter=1000, multi_class='ovr', n_jobs=None,\n",
       "                     penalty='l2', random_state=5434, refit=True,\n",
       "                     scoring='accuracy', solver='lbfgs', tol=0.001,\n",
       "                     verbose=False)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = LogisticRegressionCV(\n",
    "    Cs=10,\n",
    "    cv=10,\n",
    "    tol=0.001,\n",
    "    max_iter=1000,\n",
    "    scoring=\"accuracy\",\n",
    "    verbose=False,\n",
    "    multi_class=\"ovr\",\n",
    "    random_state=5434,\n",
    ")\n",
    "clf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8440514469453376"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array_equal(weighted_node_embeddings, node_embeddings)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The weighted random walks with weight == 1 are identical to unweighted random walks. Moreover, the embeddings learnt over the two kinds of walks are identical as well."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion: \n",
    "\n",
    "The above demo of application of Node2Vec method on the CORA dataset using weighted biased random walks demonstrates, weighted biased random walks produce inherently different node embeddings from the embeddings learnt through unweighted random walks over the same graph, as illustrated by t-SNE visualization of the two as well as comparison of performance over node classification.  These differences illustrate that (realistic) weights on the edges of a graph can be leveraged to learn more accurate representation of nodes in low dimensional feature space."
   ]
  }
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